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sub:Head {
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    np:hasPublicationInfo sub:pubinfo .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2412.04690> a prov:Entity;
    dct:title "LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LLMAlign>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AttrGNN>,
      <https://neverblink.eu/ontologies/llm-kg/methods#BERTINT>, <https://neverblink.eu/ontologies/llm-kg/methods#ChatEA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#DERA>, <https://neverblink.eu/ontologies/llm-kg/methods#DERAR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GCNAlign>, <https://neverblink.eu/ontologies/llm-kg/methods#HMAN>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LLMEA>, <https://neverblink.eu/ontologies/llm-kg/methods#TEA> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AttrGNN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AttrGNN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BERTINT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BERT-INT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatEA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DERA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DERA" .
  
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    rdfs:label "DERA-R" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GCNAlign> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GCN-Align" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HMAN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HMAN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMAlign> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    rdfs:comment "LLM-Align is a three-stage framework for Entity Alignment (EA) that leverages LLMs. It uses heuristic methods for attribute and relation selection to create informative prompts and a multi-round voting mechanism to mitigate LLM hallucinations and positional bias, aiming to improve the accuracy of matching entities across KGs. Entity alignment is a crucial step in KG integration, falling under KG construction.";
    rdfs:label "LLM-Align";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMEA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLMEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TEA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TEA" .
}

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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.04690> .
}

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